{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "colab_type": "code",
    "id": "GeMhzW8DW907",
    "outputId": "25f3ad9e-570d-4119-b9d6-16c74938deb0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2020-06-27 01:51:43--  https://github.com/thunlp/OpenNE/raw/master/data/wiki/Wiki_edgelist.txt\n",
      "Resolving github.com (github.com)... 140.82.118.4\n",
      "Connecting to github.com (github.com)|140.82.118.4|:443... connected.\n",
      "HTTP request sent, awaiting response... 302 Found\n",
      "Location: https://raw.githubusercontent.com/thunlp/OpenNE/master/data/wiki/Wiki_edgelist.txt [following]\n",
      "--2020-06-27 01:51:43--  https://raw.githubusercontent.com/thunlp/OpenNE/master/data/wiki/Wiki_edgelist.txt\n",
      "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
      "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 162007 (158K) [text/plain]\n",
      "Saving to: ‘wiki/Wiki_edgelist.txt’\n",
      "\n",
      "wiki/Wiki_edgelist. 100%[===================>] 158.21K  --.-KB/s    in 0.01s   \n",
      "\n",
      "2020-06-27 01:51:44 (12.9 MB/s) - ‘wiki/Wiki_edgelist.txt’ saved [162007/162007]\n",
      "\n",
      "--2020-06-27 01:51:46--  https://github.com/thunlp/OpenNE/raw/master/data/wiki/wiki_labels.txt\n",
      "Resolving github.com (github.com)... 140.82.118.4\n",
      "Connecting to github.com (github.com)|140.82.118.4|:443... connected.\n",
      "HTTP request sent, awaiting response... 302 Found\n",
      "Location: https://raw.githubusercontent.com/thunlp/OpenNE/master/data/wiki/wiki_labels.txt [following]\n",
      "--2020-06-27 01:51:46--  https://raw.githubusercontent.com/thunlp/OpenNE/master/data/wiki/wiki_labels.txt\n",
      "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
      "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 16625 (16K) [text/plain]\n",
      "Saving to: ‘wiki/wiki_labels.txt’\n",
      "\n",
      "wiki/wiki_labels.tx 100%[===================>]  16.24K  --.-KB/s    in 0.004s  \n",
      "\n",
      "2020-06-27 01:51:46 (4.16 MB/s) - ‘wiki/wiki_labels.txt’ saved [16625/16625]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!mkdir wiki\n",
    "!wget https://github.com/thunlp/OpenNE/raw/master/data/wiki/Wiki_edgelist.txt -O wiki/Wiki_edgelist.txt\n",
    "!wget https://github.com/thunlp/OpenNE/raw/master/data/wiki/wiki_labels.txt -O wiki/wiki_labels.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "13_BMJAICZXq",
    "outputId": "4062f72c-f23c-4f0d-f236-90a1357788a3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.4'"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "nx.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "CS91BXbViJcB",
    "outputId": "bb3b347f-2695-407a-b355-096cc645921b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.22.2.post1'"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn\n",
    "sklearn.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "z1lZF3PbiMn7",
    "outputId": "5316493d-f5ce-4682-e29c-8cd4f4a9f2a5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.6.0'"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gensim\n",
    "gensim.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "gMRDTiySSFU3"
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.preprocessing import MultiLabelBinarizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import f1_score\n",
    "from sklearn.manifold import TSNE\n",
    "from joblib import Parallel, delayed\n",
    "from gensim.models import Word2Vec\n",
    "import numpy as np\n",
    "import itertools\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "pYdCuYXglkXu"
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SCmLoA_uaofI"
   },
   "outputs": [],
   "source": [
    "random_state = 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rWhJtKANFAwm"
   },
   "outputs": [],
   "source": [
    "G = nx.read_edgelist('./wiki/Wiki_edgelist.txt', create_using=nx.DiGraph(), nodetype=None, data=[('weight', int)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "idMSsTwcrRtl"
   },
   "source": [
    "# DeepWalk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "zDVNnTzPx_bN"
   },
   "outputs": [],
   "source": [
    "class DeepWalk(object):\n",
    "    def __init__(self, graph, walk_length, num_walks, walkers=1, verbose=0, random_state=None):\n",
    "        self.G = graph\n",
    "        self.walk_length = walk_length\n",
    "        self.num_walks = num_walks\n",
    "        self.walkers = walkers\n",
    "        self.verbose = verbose\n",
    "        self.w2v = None\n",
    "        self.embeddings = None\n",
    "        self.random_state = (lambda x: x if x else 2020)(random_state)\n",
    "        self.dataset = self.get_train_data(self.walk_length, self.num_walks, self.walkers, self.verbose)\n",
    "\n",
    "    def fit(self, embed_size=128, window=5, n_jobs=3, epochs=5, **kwargs):\n",
    "        kwargs[\"sentences\"] = self.dataset\n",
    "        kwargs[\"min_count\"] = kwargs.get(\"min_count\", 0)\n",
    "        kwargs[\"size\"] = embed_size\n",
    "        kwargs[\"sg\"] = 1  # skip gram\n",
    "        kwargs[\"hs\"] = 1  # deepwalk use Hierarchical Softmax\n",
    "        kwargs[\"workers\"] = n_jobs\n",
    "        kwargs[\"window\"] = window\n",
    "        kwargs[\"iter\"] = epochs\n",
    "        kwargs[\"seed\"] = self.random_state\n",
    "\n",
    "        self.w2v = Word2Vec(**kwargs)\n",
    "        \n",
    "    def get_train_data(self, walk_length, num_walks, workers=1, verbose=0):\n",
    "        if num_walks % workers == 0:\n",
    "            num_walks = [num_walks//workers]*workers\n",
    "        else:\n",
    "            num_walks = [num_walks//workers]*workers + [num_walks % workers]\n",
    "\n",
    "        nodes = list(self.G.nodes())\n",
    "\n",
    "        results = Parallel(n_jobs=workers, verbose=verbose)(\n",
    "            delayed(self.simulate_walks)(nodes, num, walk_length) for num in num_walks\n",
    "        )\n",
    "\n",
    "        dataset = list(itertools.chain(*results))\n",
    "        return dataset\n",
    "\n",
    "    def simulate_walks(self, nodes, num_walks, walk_length,):\n",
    "        walks = []\n",
    "        for _ in range(num_walks):\n",
    "            random.shuffle(nodes)\n",
    "            for v in nodes:\n",
    "                    walks.append(self.deep_walk(walk_length=walk_length, start_node=v))\n",
    "        return walks\n",
    "\n",
    "    def deep_walk(self, walk_length, start_node):\n",
    "\n",
    "        G = self.G\n",
    "\n",
    "        walk = [start_node]\n",
    "        while len(walk) < self.walk_length:\n",
    "            current_node = walk[-1]\n",
    "            current_nerghbors = list(G.neighbors(current_node))\n",
    "            if len(current_nerghbors) > 0:\n",
    "                walk.append(random.choice(current_nerghbors))\n",
    "            else:\n",
    "                break\n",
    "        return walk\n",
    "\n",
    "    def get_embeddings(self):\n",
    "        if self.w2v:\n",
    "            self.embeddings = {}\n",
    "            for node in self.G.nodes():\n",
    "                self.embeddings[node] = self.w2v.wv[node]\n",
    "            return self.embeddings\n",
    "        else:\n",
    "            print(\"Please train the model first\")\n",
    "            return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "fcC5lKZBYhTh"
   },
   "outputs": [],
   "source": [
    "class Classifier(object):\n",
    "    def __init__(self, embeddings, clf):\n",
    "        self.embeddings = embeddings\n",
    "        self.clf = clf\n",
    "        self.label_encoder = MultiLabelBinarizer()\n",
    "\n",
    "    def evaluate(self, y_true, y_pred):\n",
    "        average_list = [\"micro\", \"macro\", \"samples\", \"weighted\"]\n",
    "        results = {}\n",
    "        y_true = self.label_encoder.transform(y_true)\n",
    "        y_pred = self.label_encoder.transform(y_pred)\n",
    "        for average in average_list:\n",
    "            results[average] = f1_score(y_true, y_pred, average=average)\n",
    "        return results\n",
    "        \n",
    "    def split_train_evaluate(self, X, Y, test_size=0.2, **kwargs):\n",
    "        X = [self.embeddings[x] for x in X]\n",
    "        self.label_encoder.fit(Y)\n",
    "        X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=test_size, **kwargs)\n",
    "        self.clf.fit(X_train, Y_train)\n",
    "        y_pred = self.clf.predict(X_test)\n",
    "        return self.evaluate(Y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3QEmW-tYbh-P"
   },
   "outputs": [],
   "source": [
    "def evaluate_embeddings(embeddings, clf, X, Y, **kwargs):\n",
    "    clf = Classifier(embeddings, clf)\n",
    "    res = clf.split_train_evaluate(X, Y, **kwargs)\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "pvDgp4sWrPaq"
   },
   "outputs": [],
   "source": [
    "def plot_embeddings(X, Y, embeddings,):\n",
    "    emb_list = []\n",
    "    for k in X:\n",
    "        emb_list.append(embeddings[k])\n",
    "    emb_list = np.array(emb_list)\n",
    "\n",
    "    model = TSNE(n_components=2)\n",
    "    node_pos = model.fit_transform(emb_list)\n",
    "\n",
    "    color_idx = {}\n",
    "    for i in range(len(X)):\n",
    "        color_idx.setdefault(Y[i], [])\n",
    "        color_idx[Y[i]].append(i)\n",
    "\n",
    "    plt.figure(figsize=(15, 10))\n",
    "    for c, idx in color_idx.items():\n",
    "        plt.scatter(node_pos[idx, 0], node_pos[idx, 1], label=c)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SEs9BxxQXTUw"
   },
   "outputs": [],
   "source": [
    "X, Y = [], []\n",
    "with open(\"./wiki/wiki_labels.txt\", \"r\") as f:\n",
    "    for line in f:\n",
    "        x, y = line.split()\n",
    "        X.append(x)\n",
    "        Y.append(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "YXbbMYbkwNrd"
   },
   "outputs": [],
   "source": [
    "model = DeepWalk(G, walk_length=10, num_walks=80, walkers=3, verbose=0, random_state=random_state)\n",
    "model.fit(embed_size=128, window=5, n_jobs=1, epochs=3)\n",
    "embeddings = model.get_embeddings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 85
    },
    "colab_type": "code",
    "id": "igjwmHjqesdp",
    "outputId": "f87c7b64-162a-491d-b715-6fcb827c151a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'macro': 0.6265443280167758,\n",
       " 'micro': 0.7484177215189873,\n",
       " 'samples': 0.7338877338877339,\n",
       " 'weighted': 0.7454874988747003}"
      ]
     },
     "execution_count": 17,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = LogisticRegression(solver=\"liblinear\", random_state=random_state)\n",
    "evaluate_embeddings(embeddings, clf, X, Y, test_size=0.2, random_state=random_state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "colab_type": "code",
    "id": "xde7QW8im7ht",
    "outputId": "93d433f9-aa7c-4f72-af9c-50a27a65ad7d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_embeddings(X, Y, embeddings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "aSNzsTYirXGk"
   },
   "source": [
    "# Node2Vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "nxVdbRt1sDwt"
   },
   "outputs": [],
   "source": [
    "def create_alias_table(probs):\n",
    "    \"\"\"\n",
    "    :param probs: sum(probs)=1\n",
    "    :return: accept,alias\n",
    "    \"\"\"\n",
    "    L = len(probs)\n",
    "    accept, alias = [0] * L,  [0] * L\n",
    "    small, large = [], []\n",
    "    for i, prob in enumerate(probs):\n",
    "        accept[i] = prob * L\n",
    "        if prob < 1.0:\n",
    "            small.append(i)\n",
    "        else:\n",
    "            large.append(i)\n",
    "\n",
    "    while small and large:\n",
    "        small_idx, large_idx = small.pop(), large.pop()\n",
    "        accept[small_idx] = probs[small_idx]\n",
    "        alias[small_idx] = large_idx\n",
    "        probs[large_idx] = probs[large_idx] - (1 - probs[small_idx])\n",
    "        if probs[large_idx] < 1.0:\n",
    "            small.append(large_idx)\n",
    "        else:\n",
    "            large.append(large_idx)\n",
    "\n",
    "    return accept, alias\n",
    "\n",
    "\n",
    "def alias_sample(accept, alias):\n",
    "    \"\"\"\n",
    "    :param accept:\n",
    "    :param alias:\n",
    "    :return: sample index\n",
    "    \"\"\"\n",
    "    N = len(accept)\n",
    "    i = int(np.random.random()*N)\n",
    "    r = np.random.random()\n",
    "    if r < accept[i]:\n",
    "        return i\n",
    "    else:\n",
    "        return alias[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MP-MreORrYqN"
   },
   "outputs": [],
   "source": [
    "class Node2Vec(object):\n",
    "    def __init__(self, graph, p, q, walk_length, num_walks, workers=1, verbose=0, random_state=None):\n",
    "        self.G = graph\n",
    "\n",
    "        self.p = p\n",
    "        self.q = q\n",
    "        self.walk_length = walk_length\n",
    "        self.num_walks = num_walks\n",
    "        self.workers = workers\n",
    "        self.alias_nodes = None\n",
    "        self.alias_edges = None\n",
    "        self.verbose = verbose\n",
    "\n",
    "        self.w2v = None\n",
    "        self.embeddings = None\n",
    "        self.random_state = (lambda x: x if x else 2020)(random_state)\n",
    "\n",
    "        self.preprocess_transition_probs()\n",
    "        self.dataset = self.get_train_data(self.walk_length, self.num_walks, self.workers, self.verbose)\n",
    "\n",
    "    def fit(self, embed_size=128, window=5, n_jobs=3, epochs=5, **kwargs):\n",
    "        kwargs[\"sentences\"] = self.dataset\n",
    "        kwargs[\"min_count\"] = kwargs.get(\"min_count\", 0)\n",
    "        kwargs[\"size\"] = embed_size\n",
    "        kwargs[\"sg\"] = 1  # skip gram\n",
    "        kwargs[\"hs\"] = 0  # node2vec not use Hierarchical Softmax\n",
    "        kwargs[\"workers\"] = n_jobs\n",
    "        kwargs[\"window\"] = window\n",
    "        kwargs[\"iter\"] = epochs\n",
    "        kwargs[\"seed\"] = self.random_state\n",
    "\n",
    "        self.w2v = Word2Vec(**kwargs)\n",
    "\n",
    "    def get_train_data(self, walk_length, num_walks, workers=1, verbose=0):\n",
    "        if num_walks % workers == 0:\n",
    "            num_walks = [num_walks//workers]*workers\n",
    "        else:\n",
    "            num_walks = [num_walks//workers]*workers + [num_walks % workers]\n",
    "\n",
    "        nodes = list(self.G.nodes())\n",
    "\n",
    "        results = Parallel(n_jobs=workers, verbose=verbose)(\n",
    "            delayed(self.simulate_walks)(nodes, num, walk_length) for num in num_walks\n",
    "        )\n",
    "\n",
    "        dataset = list(itertools.chain(*results))\n",
    "        return dataset\n",
    "\n",
    "    def simulate_walks(self, nodes, num_walks, walk_length,):\n",
    "        walks = []\n",
    "        for _ in range(num_walks):\n",
    "            random.shuffle(nodes)\n",
    "            for v in nodes:\n",
    "                    walks.append(self.node2vec_walk(walk_length=walk_length, start_node=v))\n",
    "        return walks\n",
    "\n",
    "    def node2vec_walk(self, walk_length, start_node):\n",
    "\n",
    "        G = self.G\n",
    "        alias_nodes = self.alias_nodes\n",
    "        alias_edges = self.alias_edges\n",
    "\n",
    "        walk = [start_node]\n",
    "        while len(walk) < self.walk_length:\n",
    "            current_node = walk[-1]\n",
    "            current_nerghbors = list(G.neighbors(current_node))\n",
    "            if len(current_nerghbors) > 0:\n",
    "                if len(walk) == 1:\n",
    "                    walk.append(\n",
    "                        current_nerghbors[alias_sample(alias_nodes[current_node][0], alias_nodes[current_node][1])]\n",
    "                    )\n",
    "                else:\n",
    "                    previous_node = walk[-2]\n",
    "                    edge = (previous_node, current_node)\n",
    "                    next_node = current_nerghbors[\n",
    "                                                    alias_sample(alias_edges[edge][0],   alias_edges[edge][1])\n",
    "                    ]\n",
    "                    walk.append(next_node)\n",
    "            else:\n",
    "                break\n",
    "        return walk\n",
    "\n",
    "    def get_alias_edge(self, t, v):\n",
    "        \"\"\"\n",
    "        2阶随机游走，顶点间的转移概率\n",
    "        :param t: 上一顶点\n",
    "        :param v: 当前顶点\n",
    "        \"\"\"\n",
    "        G = self.G\n",
    "        p = self.p\n",
    "        q = self.q\n",
    "\n",
    "        unnormalized_probs = []\n",
    "        for x in G.neighbors(v):\n",
    "            weight = G[v][x].get('weight', 1.0)  # w_vx，无权图权重设为1\n",
    "            if x == t:  # d_tx == 0\n",
    "                unnormalized_probs.append(weight/p)\n",
    "            elif G.has_edge(x, t):  # d_tx == 1\n",
    "                unnormalized_probs.append(weight)\n",
    "            else:  # d_tx > 1\n",
    "                unnormalized_probs.append(weight/q)\n",
    "        norm_const = sum(unnormalized_probs)\n",
    "        normalized_probs = [\n",
    "                            float(u_prob)/norm_const for u_prob in unnormalized_probs]\n",
    "\n",
    "        return create_alias_table(normalized_probs)\n",
    "\n",
    "    def preprocess_transition_probs(self):\n",
    "        \"\"\"\n",
    "        在随机游走之前进行初始化\n",
    "        \"\"\"\n",
    "        G = self.G\n",
    "        alias_nodes = {}\n",
    "        for node in G.nodes():\n",
    "            unnormalized_probs = [\n",
    "                                  G[node][nbr].get('weight', 1.0) for nbr in G.neighbors(node)]\n",
    "            norm_const = sum(unnormalized_probs)\n",
    "            normalized_probs = [\n",
    "                                float(u_prob)/norm_const for u_prob in unnormalized_probs]\n",
    "            alias_nodes[node] = create_alias_table(normalized_probs)\n",
    "\n",
    "        alias_edges = {}\n",
    "        for edge in G.edges():\n",
    "            alias_edges[edge] = self.get_alias_edge(edge[0], edge[1])\n",
    "        \n",
    "        self.alias_edges = alias_edges\n",
    "        self.alias_nodes = alias_nodes\n",
    "\n",
    "    def get_embeddings(self):\n",
    "        if self.w2v:\n",
    "            self.embeddings = {}\n",
    "            for node in self.G.nodes():\n",
    "                self.embeddings[node] = self.w2v.wv[node]\n",
    "            return self.embeddings\n",
    "        else:\n",
    "            print(\"Please train the model first\")\n",
    "            return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "imNvUT9sz3WC"
   },
   "outputs": [],
   "source": [
    "model = Node2Vec(G, p=0.25, q=4, walk_length=10, num_walks=80, workers=3, verbose=0, random_state=random_state)\n",
    "model.fit(embed_size=128, window=5, n_jobs=3, epochs=3)\n",
    "embeddings = model.get_embeddings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 85
    },
    "colab_type": "code",
    "id": "1LxciZyRfqIV",
    "outputId": "78d3dd1f-5bc8-472f-b278-5d170367700d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'macro': 0.5866502334884606,\n",
       " 'micro': 0.7265625,\n",
       " 'samples': 0.7079002079002079,\n",
       " 'weighted': 0.7232130897580241}"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = LogisticRegression(solver=\"liblinear\", random_state=random_state)\n",
    "evaluate_embeddings(embeddings, clf, X, Y, test_size=0.2, random_state=random_state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "colab_type": "code",
    "id": "8aaJtxg-tWr1",
    "outputId": "7a219d20-b9cc-4e4a-f062-a4d13c30af00"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_embeddings(X, Y, embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 85
    },
    "colab_type": "code",
    "id": "unu-e5LwG92a",
    "outputId": "7ae1e3a7-3c70-4836-f60b-dfcf76ed0db1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'macro': 0.6223137164354638,\n",
       " 'micro': 0.752755905511811,\n",
       " 'samples': 0.731115731115731,\n",
       " 'weighted': 0.7499020561287657}"
      ]
     },
     "execution_count": 24,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# p=q=1时，Node2Vec就相当于DeepWalk\n",
    "model = Node2Vec(G, p=1, q=1, walk_length=10, num_walks=80, workers=3, verbose=0, random_state=random_state)\n",
    "model.fit(embed_size=128, window=5, n_jobs=3, epochs=3)\n",
    "embeddings = model.get_embeddings()\n",
    "clf = LogisticRegression(solver=\"liblinear\", random_state=random_state)\n",
    "evaluate_embeddings(embeddings, clf, X, Y, test_size=0.2, random_state=random_state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "colab_type": "code",
    "id": "CMIupfGkOI3c",
    "outputId": "0f7980ab-9e5d-4da3-da55-d1c922a6854d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_embeddings(X, Y, embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "DeepWalk_and_Node2Vec.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
